Pandas Profiling Report for sra_intermediate

Dataset statistics

Number of variables	13
Number of observations	1670995
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	495.5 MiB
Average record size in memory	311.0 B

Variable types

NUM	10
CAT	3

Reproduction

Analysis started	2020-05-25 10:40:53.484613
Analysis finished	2020-05-25 10:43:42.476667
Duration	2 minutes and 48.99 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`brand` has constant value "Globe Postpaid"	Constant
`clusterId` has a high cardinality: 149 distinct values	High cardinality
`dataRevenue` is highly correlated with `dataRevenuePredicted`	High correlation
`dataRevenuePredicted` is highly correlated with `dataRevenue`	High correlation
`smsRevenue` is highly correlated with `smsRevenuePredicted`	High correlation
`smsRevenuePredicted` is highly correlated with `smsRevenue`	High correlation
`data` is highly skewed (γ1 = 31.9875023)	Skewed
`sms` is highly skewed (γ1 = 126.3236899)	Skewed
`subsId` has unique values	Unique
`data` has 141095 (8.4%) zeros	Zeros
`voice` has 109681 (6.6%) zeros	Zeros
`sms` has 59673 (3.6%) zeros	Zeros
`dataRevenuePredicted` has 219596 (13.1%) zeros	Zeros
`voiceRevenuePredicted` has 222363 (13.3%) zeros	Zeros
`smsRevenuePredicted` has 296058 (17.7%) zeros	Zeros
`dataRevenue` has 219596 (13.1%) zeros	Zeros
`voiceRevenue` has 222363 (13.3%) zeros	Zeros
`smsRevenue` has 296058 (17.7%) zeros	Zeros

subsId
Categorical

UNIQUE

Distinct count	1670995
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	12.7 MiB

J41EATby/kOcRuBqMAKDnZ2d/+6auWRl	1
J41EATby/kOcRuBtNAT8o5rA+JLQuWRl	1
J41EATby/kOcD+hsPkqLnZq3+JrRn2Rl	1
J41EATby/kOcRuBqMDuPhpqL3o6buWRl	1
J41EATby/kOcD+htMDuPppqy3pKauWRl	1
Other values (1670990)	1670990

Value	Count	Frequency (%)
J41EATby/kOcRuBqMAKDnZ2d/+6auWRl	1	< 0.1%
J41EATby/kOcRuBtNAT8o5rA+JLQuWRl	1	< 0.1%
J41EATby/kOcD+hsPkqLnZq3+JrRn2Rl	1	< 0.1%
J41EATby/kOcRuBqMDuPhpqL3o6buWRl	1	< 0.1%
J41EATby/kOcD+htMDuPppqy3pKauWRl	1	< 0.1%
J41EATby/kOcD5NqMAKTgJq13pLRn2Rl	1	< 0.1%
J41EATby/kOcRuBtNDj8hpq13o6buWRl	1	< 0.1%
J41EATby/kOcAN5sPlmDkZ2d+KabuWRl	1	< 0.1%
J41EATby/kOcD+hqNAT8g5qJ7IqauWRl	1	< 0.1%
J41EATby/kOcD+BsMlmThJqL3rKauWRl	1	< 0.1%
J41EATby/kOcD+BsMlmDlJ2d+JrAuWRl	1	< 0.1%
J41EATby/kOcD5NsNDj8nZq3+I6buWRl	1	< 0.1%
J41EATby/kOcRuBsMASLkZqJ7JLQn2Rl	1	< 0.1%
J41EATby/kOcRuBsNAKDgZqI3pqauWRl	1	< 0.1%
J41EATby/kOcAM5tPkqhg5qz7LLAuWRl	1	< 0.1%
J41EATby/kOcRuBsMAeho5qL3o7QuWRl	1	< 0.1%
J41EATby/kOcD+hqNAT8kZqL3o7Rn2Rl	1	< 0.1%
J41EATby/kOcD5NsPk6LkZq3+IrQj2Rl	1	< 0.1%
J41EATby/kOcRuBtPlmTgZqJ7LzQuWRl	1	< 0.1%
J41EATby/kOcAM5tPlmTo5qJ7LybuWRl	1	< 0.1%
J41EATby/kOcRuBtPkr8gZq13o7QuWRl	1	< 0.1%
J41EATby/kOcD+BsMDuPkZqz4+7Rj2Rl	1	< 0.1%
J41EATby/kOcRuBsPlmDppq13rLRj2Rl	1	< 0.1%
J41EATby/kOcAN5tMAShhpqz7I7Bj2Rl	1	< 0.1%
J41EATby/kOcD+BsMlmDgZqJ4+7Qj2Rl	1	< 0.1%
Other values (1670970)	1670970	> 99.9%

Length

Max length	32
Median length	32
Mean length	32
Min length	32

Overview of Unicode Properties

Unique unicode characters	52
Unique unicode categories (?)	5
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
A	3161844	5.9%
J	2671160	5.0%
R	2499840	4.7%
k	2142413	4.0%
b	2101290	3.9%
l	2081244	3.9%
y	1954147	3.7%
T	1930444	3.6%
q	1922224	3.6%
1	1841600	3.4%
4	1727152	3.2%
E	1672900	3.1%
O	1663464	3.1%
c	1660444	3.1%
/	1629504	3.0%
u	1250999	2.3%
D	1204572	2.3%
2	1198164	2.2%
5	1082192	2.0%
M	1064170	2.0%
+	1026342	1.9%
N	992995	1.9%
h	981954	1.8%
L	952937	1.8%
s	909514	1.7%
Other values (27)	12148331	22.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	22475360	42.0%
Lowercase Letter	20240847	37.9%
Decimal Number	8099787	15.1%
Other Punctuation	1629504	3.0%
Math Symbol	1026342	1.9%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
A	3161844	14.1%
J	2671160	11.9%
R	2499840	11.1%
T	1930444	8.6%
E	1672900	7.4%
O	1663464	7.4%
D	1204572	5.4%
M	1064170	4.7%
N	992995	4.4%
L	952937	4.2%
B	849211	3.8%
W	819189	3.6%
Q	667199	3.0%
Z	649188	2.9%
P	477110	2.1%
K	388422	1.7%
I	386512	1.7%
S	357295	1.6%
X	64519	0.3%
G	2389	< 0.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	1841600	22.7%
4	1727152	21.3%
2	1198164	14.8%
5	1082192	13.4%
7	856502	10.6%
3	834307	10.3%
8	323639	4.0%
6	236231	2.9%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
k	2142413	10.6%
b	2101290	10.4%
l	2081244	10.3%
y	1954147	9.7%
q	1922224	9.5%
c	1660444	8.2%
u	1250999	6.2%
h	981954	4.9%
s	909514	4.5%
p	763570	3.8%
r	630460	3.1%
j	606297	3.0%
g	556282	2.7%
t	510393	2.5%
n	482220	2.4%
z	316652	1.6%
o	291752	1.4%
e	269780	1.3%
x	256174	1.3%
a	234519	1.2%
d	176610	0.9%
m	141909	0.7%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
/	1629504	100.0%

Most frequent Math Symbol characters

Value	Count	Frequency (%)
+	1026342	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	42716207	79.9%
Common	10755633	20.1%

Most frequent Latin characters

Value	Count	Frequency (%)
A	3161844	7.4%
J	2671160	6.3%
R	2499840	5.9%
k	2142413	5.0%
b	2101290	4.9%
l	2081244	4.9%
y	1954147	4.6%
T	1930444	4.5%
q	1922224	4.5%
E	1672900	3.9%
O	1663464	3.9%
c	1660444	3.9%
u	1250999	2.9%
D	1204572	2.8%
M	1064170	2.5%
N	992995	2.3%
h	981954	2.3%
L	952937	2.2%
s	909514	2.1%
B	849211	2.0%
W	819189	1.9%
p	763570	1.8%
Q	667199	1.6%
Z	649188	1.5%
r	630460	1.5%
Other values (17)	5518835	12.9%

Most frequent Common characters

Value	Count	Frequency (%)
1	1841600	17.1%
4	1727152	16.1%
/	1629504	15.2%
2	1198164	11.1%
5	1082192	10.1%
+	1026342	9.5%
7	856502	8.0%
3	834307	7.8%
8	323639	3.0%
6	236231	2.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	53471840	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
A	3161844	5.9%
J	2671160	5.0%
R	2499840	4.7%
k	2142413	4.0%
b	2101290	3.9%
l	2081244	3.9%
y	1954147	3.7%
T	1930444	3.6%
q	1922224	3.6%
1	1841600	3.4%
4	1727152	3.2%
E	1672900	3.1%
O	1663464	3.1%
c	1660444	3.1%
/	1629504	3.0%
u	1250999	2.3%
D	1204572	2.3%
2	1198164	2.2%
5	1082192	2.0%
M	1064170	2.0%
+	1026342	1.9%
N	992995	1.9%
h	981954	1.8%
L	952937	1.8%
s	909514	1.7%
Other values (27)	12148331	22.7%

data
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct count	1520586
Unique (%)	91.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6944.327708413956
Minimum	0.0
Maximum	2139749.193825725
Zeros	141095
Zeros (%)	8.4%
Memory size	12.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	615.6311697
median	3182.976384
Q3	8467.330739
95-th percentile	23514.35447
Maximum	2139749.194
Range	2139749.194
Interquartile range (IQR)	7851.69957

Descriptive statistics

Standard deviation	18262.48613
Coefficient of variation (CV)	2.629842211
Kurtosis	1982.225868
Mean	6944.327708
Median Absolute Deviation (MAD)	3042.76966
Skewness	31.9875023
Sum	1.160393688e+10
Variance	333518399.7

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	141095	8.4%
0.0002	613	< 0.1%
0.0001	416	< 0.1%
0.0003	275	< 0.1%
0.0004	272	< 0.1%
0.0005	215	< 0.1%
0.0006	195	< 0.1%
0.0007	166	< 0.1%
0.001	119	< 0.1%
0.0011	113	< 0.1%
0.0008	105	< 0.1%
0.0014	99	< 0.1%
0.0009	95	< 0.1%
0.0015	89	< 0.1%
0.0012	84	< 0.1%
0.0006	74	< 0.1%
0.0013	69	< 0.1%
0.0018	60	< 0.1%
0.0016	60	< 0.1%
0.0012	60	< 0.1%
0.002	59	< 0.1%
0.0003	57	< 0.1%
0.0021	56	< 0.1%
0.0023	53	< 0.1%
0.0026	48	< 0.1%
Other values (1520561)	1526448	91.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	141095	8.4%
4.067632434e-06	1	< 0.1%
1.342487536e-05	1	< 0.1%
1.516539208e-05	1	< 0.1%
1.691178812e-05	1	< 0.1%
1.809773927e-05	1	< 0.1%
1.832454513e-05	1	< 0.1%
2.103087305e-05	1	< 0.1%
2.104947636e-05	1	< 0.1%
2.263261949e-05	1	< 0.1%

Value	Count	Frequency (%)
2139749.194	1	< 0.1%
2075870.408	1	< 0.1%
2074207.292	1	< 0.1%
2056893.437	1	< 0.1%
1925177.265	1	< 0.1%
1837929.954	1	< 0.1%
1805984.798	1	< 0.1%
1798152.12	1	< 0.1%
1753827.461	1	< 0.1%
1743709.275	1	< 0.1%

voice
Real number (ℝ_≥0)

ZEROS

Distinct count	6299
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	274.3947707802836
Minimum	0.0
Maximum	28011.0
Zeros	109681
Zeros (%)	6.6%
Memory size	12.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	37
median	129
Q3	330
95-th percentile	990
Maximum	28011
Range	28011
Interquartile range (IQR)	293

Descriptive statistics

Standard deviation	481.0275064
Coefficient of variation (CV)	1.753049102
Kurtosis	163.2474291
Mean	274.3947708
Median Absolute Deviation (MAD)	111
Skewness	8.362652881
Sum	458512290
Variance	231387.4619

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	109681	6.6%
1	15671	0.9%
2	13311	0.8%
3	11786	0.7%
4	10789	0.6%
5	10340	0.6%
6	10009	0.6%
7	9657	0.6%
8	9146	0.5%
9	9144	0.5%
10	8788	0.5%
11	8656	0.5%
13	8567	0.5%
12	8496	0.5%
14	8292	0.5%
15	8168	0.5%
16	8166	0.5%
18	7842	0.5%
17	7696	0.5%
19	7686	0.5%
21	7657	0.5%
20	7588	0.5%
22	7492	0.4%
24	7428	0.4%
23	7352	0.4%
Other values (6274)	1341587	80.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	109681	6.6%
1	15671	0.9%
2	13311	0.8%
3	11786	0.7%
4	10789	0.6%
5	10340	0.6%
6	10009	0.6%
7	9657	0.6%
8	9146	0.5%
9	9144	0.5%

Value	Count	Frequency (%)
28011	1	< 0.1%
27858	1	< 0.1%
23765	1	< 0.1%
23400	1	< 0.1%
22076	1	< 0.1%
21776	1	< 0.1%
20330	1	< 0.1%
20180	1	< 0.1%
19914	1	< 0.1%
19630	1	< 0.1%

sms
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct count	7971
Unique (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	250.01709580220168
Minimum	0.0
Maximum	536352.0
Zeros	59673
Zeros (%)	3.6%
Memory size	12.7 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	23
median	72
Q3	214
95-th percentile	957
Maximum	536352
Range	536352
Interquartile range (IQR)	191

Descriptive statistics

Standard deviation	1660.24333
Coefficient of variation (CV)	6.640519218
Kurtosis	23426.08747
Mean	250.0170958
Median Absolute Deviation (MAD)	61
Skewness	126.3236899
Sum	417777317
Variance	2756407.913

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	59673	3.6%
4	20474	1.2%
1	20261	1.2%
3	20235	1.2%
2	20225	1.2%
6	18518	1.1%
5	18202	1.1%
8	17694	1.1%
7	17153	1.0%
9	16955	1.0%
10	16699	1.0%
12	15918	1.0%
11	15732	0.9%
14	15113	0.9%
13	15070	0.9%
15	14517	0.9%
16	14297	0.9%
17	13926	0.8%
18	13898	0.8%
19	13345	0.8%
20	13240	0.8%
21	12959	0.8%
22	12942	0.8%
23	12289	0.7%
24	12242	0.7%
Other values (7946)	1229418	73.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	59673	3.6%
1	20261	1.2%
2	20225	1.2%
3	20235	1.2%
4	20474	1.2%
5	18202	1.1%
6	18518	1.1%
7	17153	1.0%
8	17694	1.1%
9	16955	1.0%

Value	Count	Frequency (%)
536352	1	< 0.1%
441888	1	< 0.1%
342177	1	< 0.1%
340597	1	< 0.1%
337645	1	< 0.1%
324460	1	< 0.1%
315062	1	< 0.1%
313807	1	< 0.1%
302950	1	< 0.1%
280995	1	< 0.1%

revenue
Real number (ℝ_≥0)

Distinct count	8109
Unique (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1279.4329318394728
Minimum	5.4433
Maximum	16496.0
Zeros	0
Zeros (%)	0.0%
Memory size	12.7 MiB

Quantile statistics

Minimum	5.4433
5-th percentile	499
Q1	799
median	999
Q3	1798
95-th percentile	2499
Maximum	16496
Range	16490.5567
Interquartile range (IQR)	999

Descriptive statistics

Standard deviation	752.1332333
Coefficient of variation (CV)	0.5878645255
Kurtosis	9.589338837
Mean	1279.432932
Median Absolute Deviation (MAD)	400
Skewness	2.13414743
Sum	2137926032
Variance	565704.4007

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
999	284357	17.0%
599	228612	13.7%
799	207093	12.4%
1799	199957	12.0%
1499	192466	11.5%
1299	90862	5.4%
2499	57624	3.4%
1999	33433	2.0%
499	33007	2.0%
399	25942	1.6%
299	18970	1.1%
3799	15563	0.9%
2198	13473	0.8%
500	11922	0.7%
2898	7623	0.5%
1598	7491	0.4%
1678	7153	0.4%
1178	7092	0.4%
4198	7010	0.4%
332.75	6741	0.4%
1928	6684	0.4%
50	6392	0.4%
888	6107	0.4%
1898	5567	0.3%
1128	5043	0.3%
Other values (8084)	184811	11.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.4433	1	< 0.1%
5.4532	1	< 0.1%
7.6781	1	< 0.1%
8.6707	4	< 0.1%
8.6757	1	< 0.1%
8.6787	2	< 0.1%
9.6416	2	< 0.1%
11.9006	3	< 0.1%
11.9007	3	< 0.1%
11.9064	4	< 0.1%

Value	Count	Frequency (%)
16496	1	< 0.1%
15998.01	3	< 0.1%
15998	2	< 0.1%
13417.6719	1	< 0.1%
12643.5745	2	< 0.1%
12478.64	1	< 0.1%
11293	1	< 0.1%
10998	1	< 0.1%
10837.3539	1	< 0.1%
10720.5817	1	< 0.1%

brand
Categorical

CONSTANT
REJECTED

Distinct count	1
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	12.7 MiB

Globe Postpaid	1670995

Value	Count	Frequency (%)
Globe Postpaid	1670995	100.0%

Length

Max length	14
Median length	14
Mean length	14
Min length	14

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	3341990	14.3%
G	1670995	7.1%
l	1670995	7.1%
b	1670995	7.1%
e	1670995	7.1%
	1670995	7.1%
P	1670995	7.1%
s	1670995	7.1%
t	1670995	7.1%
p	1670995	7.1%
a	1670995	7.1%
i	1670995	7.1%
d	1670995	7.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	18380945	78.6%
Uppercase Letter	3341990	14.3%
Space Separator	1670995	7.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
G	1670995	50.0%
P	1670995	50.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	3341990	18.2%
l	1670995	9.1%
b	1670995	9.1%
e	1670995	9.1%
s	1670995	9.1%
t	1670995	9.1%
p	1670995	9.1%
a	1670995	9.1%
i	1670995	9.1%
d	1670995	9.1%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	1670995	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	21722935	92.9%
Common	1670995	7.1%

Most frequent Latin characters

Value	Count	Frequency (%)
o	3341990	15.4%
G	1670995	7.7%
l	1670995	7.7%
b	1670995	7.7%
e	1670995	7.7%
P	1670995	7.7%
s	1670995	7.7%
t	1670995	7.7%
p	1670995	7.7%
a	1670995	7.7%
i	1670995	7.7%
d	1670995	7.7%

Most frequent Common characters

Value	Count	Frequency (%)
	1670995	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23393930	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	3341990	14.3%
G	1670995	7.1%
l	1670995	7.1%
b	1670995	7.1%
e	1670995	7.1%
	1670995	7.1%
P	1670995	7.1%
s	1670995	7.1%
t	1670995	7.1%
p	1670995	7.1%
a	1670995	7.1%
i	1670995	7.1%
d	1670995	7.1%

clusterId
Categorical

HIGH CARDINALITY

Distinct count	149
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	12.7 MiB

nonOutlier_197	56126
nonOutlier_255	38374
nonOutlier_209	35507
nonOutlier_297	30716
nonOutlier_161	27623
Other values (144)	1482649

Value	Count	Frequency (%)
nonOutlier_197	56126	3.4%
nonOutlier_255	38374	2.3%
nonOutlier_209	35507	2.1%
nonOutlier_297	30716	1.8%
nonOutlier_161	27623	1.7%
nonOutlier_85	25166	1.5%
nonOutlier_20	20007	1.2%
nonOutlier_53	19869	1.2%
nonOutlier_185	18918	1.1%
nonOutlier_108	18391	1.1%
nonOutlier_205	18354	1.1%
nonOutlier_62	17113	1.0%
nonOutlier_158	16945	1.0%
nonOutlier_191	16894	1.0%
nonOutlier_30	16437	1.0%
nonOutlier_199	16431	1.0%
outlier_205.15	16193	1.0%
nonOutlier_39	15896	1.0%
nonOutlier_160	15706	0.9%
nonOutlier_129	15629	0.9%
nonOutlier_68	15421	0.9%
nonOutlier_169	15269	0.9%
nonOutlier_192	15177	0.9%
nonOutlier_145	14692	0.9%
nonOutlier_289	14669	0.9%
Other values (124)	1139472	68.2%

Length

Max length	16
Median length	14
Mean length	13.95216503
Min length	12

Overview of Unicode Properties

Unique unicode characters	21
Unique unicode categories (?)	5
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	3023088	13.0%
o	1670995	7.2%
u	1670995	7.2%
t	1670995	7.2%
l	1670995	7.2%
i	1670995	7.2%
e	1670995	7.2%
r	1670995	7.2%
_	1670995	7.2%
O	1511544	6.5%
1	1157862	5.0%
2	939905	4.0%
5	592796	2.5%
0	512356	2.2%
.	372341	1.6%
8	370198	1.6%
9	351140	1.5%
7	336100	1.4%
3	297333	1.3%
6	271072	1.2%
4	210303	0.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	14720053	63.1%
Decimal Number	5039065	21.6%
Connector Punctuation	1670995	7.2%
Uppercase Letter	1511544	6.5%
Other Punctuation	372341	1.6%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	3023088	20.5%
o	1670995	11.4%
u	1670995	11.4%
t	1670995	11.4%
l	1670995	11.4%
i	1670995	11.4%
e	1670995	11.4%
r	1670995	11.4%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
O	1511544	100.0%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	1670995	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	1157862	23.0%
2	939905	18.7%
5	592796	11.8%
0	512356	10.2%
8	370198	7.3%
9	351140	7.0%
7	336100	6.7%
3	297333	5.9%
6	271072	5.4%
4	210303	4.2%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	372341	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	16231597	69.6%
Common	7082401	30.4%

Most frequent Latin characters

Value	Count	Frequency (%)
n	3023088	18.6%
o	1670995	10.3%
u	1670995	10.3%
t	1670995	10.3%
l	1670995	10.3%
i	1670995	10.3%
e	1670995	10.3%
r	1670995	10.3%
O	1511544	9.3%

Most frequent Common characters

Value	Count	Frequency (%)
_	1670995	23.6%
1	1157862	16.3%
2	939905	13.3%
5	592796	8.4%
0	512356	7.2%
.	372341	5.3%
8	370198	5.2%
9	351140	5.0%
7	336100	4.7%
3	297333	4.2%
6	271072	3.8%
4	210303	3.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23313998	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	3023088	13.0%
o	1670995	7.2%
u	1670995	7.2%
t	1670995	7.2%
l	1670995	7.2%
i	1670995	7.2%
e	1670995	7.2%
r	1670995	7.2%
_	1670995	7.2%
O	1511544	6.5%
1	1157862	5.0%
2	939905	4.0%
5	592796	2.5%
0	512356	2.2%
.	372341	1.6%
8	370198	1.6%
9	351140	1.5%
7	336100	1.4%
3	297333	1.3%
6	271072	1.2%
4	210303	0.9%

dataRevenuePredicted
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	1448178
Unique (%)	86.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	550.3867643952545
Minimum	0.0
Maximum	23707.17016910278
Zeros	219596
Zeros (%)	13.1%
Memory size	12.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	11.9288669
median	225.2723017
Q3	969.2987249
95-th percentile	1827.736836
Maximum	23707.17017
Range	23707.17017
Interquartile range (IQR)	957.369858

Descriptive statistics

Standard deviation	666.0653108
Coefficient of variation (CV)	1.210176832
Kurtosis	7.784348364
Mean	550.3867644
Median Absolute Deviation (MAD)	225.2723017
Skewness	1.610628698
Sum	919693531.4
Variance	443642.9983

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	219596	13.1%
5.101499129e-06	55	< 0.1%
5.793866844e-06	47	< 0.1%
1.65990438e-06	34	< 0.1%
0.0002877980035	31	< 0.1%
1.079804646e-05	30	< 0.1%
8.579106278e-06	28	< 0.1%
9.198047422e-06	24	< 0.1%
2.896933422e-06	24	< 0.1%
3.875707352e-06	24	< 0.1%
8.299521901e-06	23	< 0.1%
7.751414703e-06	23	< 0.1%
2.550749564e-06	21	< 0.1%
0.0004316970053	21	< 0.1%
3.319808761e-06	21	< 0.1%
0.0005755960071	21	< 0.1%
0.0001438990018	20	< 0.1%
1.682338549e-05	19	< 0.1%
2.255225223e-05	17	< 0.1%
1.161933066e-05	16	< 0.1%
0.0007194950089	16	< 0.1%
9.959426282e-06	15	< 0.1%
0.0008633940106	15	< 0.1%
4.979713141e-06	15	< 0.1%
1.127612611e-05	15	< 0.1%
Other values (1448153)	1450824	86.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	219596	13.1%
5.678980783e-08	1	< 0.1%
1.03237192e-07	1	< 0.1%
1.054433649e-07	1	< 0.1%
1.069784889e-07	1	< 0.1%
1.079303859e-07	1	< 0.1%
1.188604592e-07	1	< 0.1%
1.19553824e-07	1	< 0.1%
1.360401498e-07	1	< 0.1%
1.414507668e-07	1	< 0.1%

Value	Count	Frequency (%)
23707.17017	1	< 0.1%
20535.52964	1	< 0.1%
17426.40902	1	< 0.1%
15586.53647	1	< 0.1%
15560.79331	1	< 0.1%
14677.39432	1	< 0.1%
14606.3031	1	< 0.1%
14418.29102	1	< 0.1%
14289.83402	1	< 0.1%
14120.58677	1	< 0.1%

voiceRevenuePredicted
Real number (ℝ_≥0)

ZEROS

Distinct count	52394
Unique (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	418.36403773044697
Minimum	0.0
Maximum	14947.934872527232
Zeros	222363
Zeros (%)	13.3%
Memory size	12.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	23.09784958
median	211.7424847
Q3	649.944579
95-th percentile	1412.76486
Maximum	14947.93487
Range	14947.93487
Interquartile range (IQR)	626.8467295

Descriptive statistics

Standard deviation	557.6118981
Coefficient of variation (CV)	1.332838982
Kurtosis	25.09425328
Mean	418.3640377
Median Absolute Deviation (MAD)	211.7424847
Skewness	3.296263002
Sum	699084215.2
Variance	310931.0289

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	222363	13.3%
44.35234549	811	< 0.1%
88.70469098	598	< 0.1%
4.802503189	500	< 0.1%
133.0570365	478	< 0.1%
1.93199149	468	< 0.1%
15.73754913	453	< 0.1%
9.605006377	430	< 0.1%
39.53575462	430	< 0.1%
3.86398298	425	< 0.1%
12.54556965	414	< 0.1%
236.063237	412	< 0.1%
0.9478114819	408	< 0.1%
221.7617275	383	< 0.1%
31.47509826	380	< 0.1%
177.409382	379	< 0.1%
283.2758844	376	< 0.1%
14.40750957	374	< 0.1%
13.63694921	373	< 0.1%
8.917066885	366	< 0.1%
5.795974471	366	< 0.1%
299.0134335	365	< 0.1%
267.5383352	358	< 0.1%
251.8007861	356	< 0.1%
7.727965961	351	< 0.1%
Other values (52369)	1438378	86.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	222363	13.3%
0.06859984581	141	< 0.1%
0.1278676012	163	< 0.1%
0.1371996916	147	< 0.1%
0.1712812279	76	< 0.1%
0.1735838188	154	< 0.1%
0.1929535719	159	< 0.1%
0.1951436176	5	< 0.1%
0.2057995374	114	< 0.1%
0.2557352024	163	< 0.1%

Value	Count	Frequency (%)
14947.93487	1	< 0.1%
14816.04133	1	< 0.1%
13020.82366	1	< 0.1%
12954.87689	1	< 0.1%
12947.54947	1	< 0.1%
12885.26641	1	< 0.1%
12808.32851	1	< 0.1%
12793.67367	1	< 0.1%
12782.68254	1	< 0.1%
12746.04545	1	< 0.1%

smsRevenuePredicted
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	61312
Unique (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	228.1703653534256
Minimum	0.0
Maximum	22928.001073226926
Zeros	296058
Zeros (%)	17.7%
Memory size	12.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.945962975
median	46.27551601
Q3	296.8329611
95-th percentile	1019.085424
Maximum	22928.00107
Range	22928.00107
Interquartile range (IQR)	291.8869982

Descriptive statistics

Standard deviation	374.9456973
Coefficient of variation (CV)	1.643270793
Kurtosis	26.76355773
Mean	228.1703654
Median Absolute Deviation (MAD)	46.27551601
Skewness	2.774820483
Sum	381271539.7
Variance	140584.2759

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	296058	17.7%
11.39302417	797	< 0.1%
36.87243716	751	< 0.1%
22.78604833	675	< 0.1%
3.485800936	632	< 0.1%
45.57209666	631	< 0.1%
73.74487431	629	< 0.1%
110.6173115	616	< 0.1%
34.1790725	614	< 0.1%
10.45740281	600	< 0.1%
147.4897486	599	< 0.1%
6.971601872	582	< 0.1%
4.146788403	558	< 0.1%
24.66709525	545	< 0.1%
16.58715361	534	< 0.1%
13.94320374	533	< 0.1%
12.44036521	532	< 0.1%
8.293576807	523	< 0.1%
3.33051803	493	< 0.1%
49.68866596	491	< 0.1%
56.96512083	481	< 0.1%
15.27311281	470	< 0.1%
17.42900468	469	< 0.1%
68.358145	465	< 0.1%
20.73394202	456	< 0.1%
Other values (61287)	1361261	81.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	296058	17.7%
0.0003899035586	25	< 0.1%
0.0007798071173	38	< 0.1%
0.001169710676	36	< 0.1%
0.001559614235	48	< 0.1%
0.001949517793	55	< 0.1%
0.002339421352	47	< 0.1%
0.002729324911	57	< 0.1%
0.003119228469	55	< 0.1%
0.003509132028	46	< 0.1%

Value	Count	Frequency (%)
22928.00107	1	< 0.1%
21772.07376	1	< 0.1%
16549.91674	1	< 0.1%
14500.75102	1	< 0.1%
14387.06782	1	< 0.1%
10486.57191	1	< 0.1%
7911.676202	1	< 0.1%
7495.210396	1	< 0.1%
6715.246259	1	< 0.1%
6676.018071	1	< 0.1%

dataRevenue
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	1371360
Unique (%)	82.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	583.9378945965124
Minimum	0.0
Maximum	12643.5745
Zeros	219596
Zeros (%)	13.1%
Memory size	12.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14.11029907
median	262.4046133
Q3	999
95-th percentile	1816.452797
Maximum	12643.5745
Range	12643.5745
Interquartile range (IQR)	984.8897009

Descriptive statistics

Standard deviation	689.0691117
Coefficient of variation (CV)	1.180038353
Kurtosis	2.394431278
Mean	583.9378946
Median Absolute Deviation (MAD)	262.4046133
Skewness	1.338096967
Sum	975757302.2
Variance	474816.2407

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	219596	13.1%
999	27027	1.6%
599	13928	0.8%
799	10497	0.6%
1499	6389	0.4%
1299	4305	0.3%
499	2092	0.1%
1799	1817	0.1%
299	1714	0.1%
50	1350	0.1%
2499	691	< 0.1%
1128	584	< 0.1%
399	500	< 0.1%
3799	469	< 0.1%
1999	463	< 0.1%
598	462	< 0.1%
1098	371	< 0.1%
300	347	< 0.1%
1178	319	< 0.1%
500	277	< 0.1%
898	240	< 0.1%
928	191	< 0.1%
1598	178	< 0.1%
888	167	< 0.1%
1298	164	< 0.1%
Other values (1371335)	1376857	82.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	219596	13.1%
4.033344825e-08	1	< 0.1%
8.365554269e-08	1	< 0.1%
8.891543244e-08	1	< 0.1%
9.538970373e-08	1	< 0.1%
1.008753072e-07	1	< 0.1%
1.050391029e-07	1	< 0.1%
1.159086231e-07	1	< 0.1%
1.194923765e-07	1	< 0.1%
1.242036327e-07	1	< 0.1%

Value	Count	Frequency (%)
12643.5745	2	< 0.1%
10204.84618	1	< 0.1%
9352.9687	1	< 0.1%
8533.623012	1	< 0.1%
8460.598416	1	< 0.1%
8398	8	< 0.1%
8239.745905	1	< 0.1%
8128	1	< 0.1%
8079.917043	1	< 0.1%
8062.9061	1	< 0.1%

voiceRevenue
Real number (ℝ_≥0)

ZEROS

Distinct count	1416187
Unique (%)	84.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	447.4594534052984
Minimum	0.0
Maximum	15574.880911502554
Zeros	222363
Zeros (%)	13.3%
Memory size	12.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	24.43840241
median	235.317158
Q3	671.9352854
95-th percentile	1485.452624
Maximum	15574.88091
Range	15574.88091
Interquartile range (IQR)	647.496883

Descriptive statistics

Standard deviation	597.935246
Coefficient of variation (CV)	1.336289225
Kurtosis	16.34980047
Mean	447.4594534
Median Absolute Deviation (MAD)	234.6116059
Skewness	2.987280169
Sum	747702509.3
Variance	357526.5584

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	222363	13.3%
999	8244	0.5%
599	1973	0.1%
799	1370	0.1%
399	601	< 0.1%
499	461	< 0.1%
299	307	< 0.1%
332.75	239	< 0.1%
1178	222	< 0.1%
500	133	< 0.1%
1098	127	< 0.1%
1799	122	< 0.1%
300	92	< 0.1%
1128	79	< 0.1%
50	74	< 0.1%
1499	74	< 0.1%
1198	73	< 0.1%
1088	64	< 0.1%
898	61	< 0.1%
133.1	60	< 0.1%
1299	53	< 0.1%
888	47	< 0.1%
347.7537836	45	< 0.1%
688	40	< 0.1%
384.9213303	38	< 0.1%
Other values (1416162)	1434033	85.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	222363	13.3%
0.01261880484	1	< 0.1%
0.02131756006	1	< 0.1%
0.03791272075	1	< 0.1%
0.05452517886	1	< 0.1%
0.05481075236	1	< 0.1%
0.05507232511	1	< 0.1%
0.05574109386	1	< 0.1%
0.05594937173	1	< 0.1%
0.05599623645	1	< 0.1%

Value	Count	Frequency (%)
15574.88091	1	< 0.1%
15207.38876	1	< 0.1%
14602.41745	1	< 0.1%
13268.42166	1	< 0.1%
12279.3486	1	< 0.1%
10181.25513	1	< 0.1%
10002.699	1	< 0.1%
9743.077349	1	< 0.1%
9738.451532	1	< 0.1%
9498.4933	1	< 0.1%

smsRevenue
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct count	1316006
Unique (%)	78.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	248.0355838376625
Minimum	0.0
Maximum	9566.834161612367
Zeros	296058
Zeros (%)	17.7%
Memory size	12.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5.213030217
median	49.63484142
Q3	332.75
95-th percentile	1114.186221
Maximum	9566.834162
Range	9566.834162
Interquartile range (IQR)	327.5369698

Descriptive statistics

Standard deviation	395.1969905
Coefficient of variation (CV)	1.593307639
Kurtosis	6.877999462
Mean	248.0355838
Median Absolute Deviation (MAD)	49.63484142
Skewness	2.272678728
Sum	414466220.4
Variance	156180.6613

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	296058	17.7%
599	8731	0.5%
799	5863	0.4%
999	5431	0.3%
1499	4339	0.3%
1799	2592	0.2%
299	1890	0.1%
1299	1829	0.1%
499	1642	0.1%
399	1280	0.1%
50	941	0.1%
332.75	916	0.1%
500	592	< 0.1%
2499	588	< 0.1%
133.1	376	< 0.1%
888	338	< 0.1%
1999	334	< 0.1%
1178	272	< 0.1%
1678	247	< 0.1%
688	219	< 0.1%
698	205	< 0.1%
898	172	< 0.1%
349	137	< 0.1%
1098	132	< 0.1%
2198	125	< 0.1%
Other values (1315981)	1335746	79.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	296058	17.7%
0.0002530191929	1	< 0.1%
0.0003030788662	1	< 0.1%
0.000356185438	1	< 0.1%
0.0003610480349	1	< 0.1%
0.0003629059139	1	< 0.1%
0.0003757977677	1	< 0.1%
0.0003819027817	2	< 0.1%
0.0003896392971	1	< 0.1%
0.0003903581883	1	< 0.1%

Value	Count	Frequency (%)
9566.834162	1	< 0.1%
8398	1	< 0.1%
8195.285992	1	< 0.1%
7981.05418	1	< 0.1%
7863.130512	1	< 0.1%
7224.819179	1	< 0.1%
7016.064125	1	< 0.1%
6976.6726	1	< 0.1%
6247.599234	1	< 0.1%
5950.943302	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	subsId	data	voice	sms	revenue	brand	clusterId	dataRevenuePredicted	voiceRevenuePredicted	smsRevenuePredicted	dataRevenue	voiceRevenue	smsRevenue
0	J41EATby/kOcD+hsMASxhp2d+JLRj2Rl	6317.891335	27.0	7.0	1499.0	Globe Postpaid	nonOutlier_127	1286.391797	4.686763	1.683700	1491.613240	5.434455	1.952305
1	J41EATby/kOcD5NtMAT8nZqy3rzRj2Rl	1947.336953	23.0	70.0	1078.0	Globe Postpaid	nonOutlier_192	222.616901	41.587835	289.731403	433.228674	80.932950	563.838375
2	J41EATby/kOcD+hsPk6LppqI3pqauWRl	5221.555423	549.0	88.0	599.0	Globe Postpaid	nonOutlier_205	146.483612	576.906560	5.343544	120.405687	474.202060	4.392253
3	J41EATby/kOcD5NsNASLnZq3/+7Qn2Rl	7572.696437	228.0	33.0	1799.0	Globe Postpaid	nonOutlier_12	1417.089260	821.881365	9.620958	1133.751277	657.551414	7.697309
4	J41EATby/kOcAM5qMAKTkZqz7JLRn2Rl	1453.581084	183.0	33.0	1977.0	Globe Postpaid	nonOutlier_11	147.551389	1133.509674	99.977322	211.224467	1622.654844	143.120689
5	J41EATby/kOcD5NsNASLo52d+JbQuWRl	23480.104545	163.0	77.0	1799.0	Globe Postpaid	nonOutlier_269	1558.531222	59.903914	18.373927	1712.965630	65.839776	20.194594
6	J41EATby/kOcD+hqNDuPnZqJ7JrQuWRl	0.000000	0.0	74.0	999.0	Globe Postpaid	nonOutlier_143	0.000000	0.000000	750.041299	0.000000	0.000000	999.000000
7	J41EATby/kOcAM5sMkqLlJ2d+JrRj2Rl	1945.774417	432.0	470.0	999.0	Globe Postpaid	nonOutlier_209	56.367789	288.085401	436.275380	72.126759	368.626596	558.246644
8	J41EATby/kOcD+BsNASxhp2Z7LLQj2Rl	12504.552249	605.0	216.0	799.0	Globe Postpaid	nonOutlier_161	731.073833	357.694142	142.436250	474.436312	232.128524	92.435163
9	J41EATby/kOcD5NqMAKDkZqL3rzRj2Rl	0.000000	155.0	45.0	799.0	Globe Postpaid	nonOutlier_208	0.000000	701.279785	44.726868	0.000000	751.095913	47.904087

Last rows

	subsId	data	voice	sms	revenue	brand	clusterId	dataRevenuePredicted	voiceRevenuePredicted	smsRevenuePredicted	dataRevenue	voiceRevenue	smsRevenue
1670985	J41EATby/kOcD+hsMAehhprA+JLAuWRl	4386.555650	1658.0	8807.0	1799.0000	Globe Postpaid	outlier_205.8	58.628366	1217.277307	479.250508	60.092903	1247.684907	491.222190
1670986	J41EATby/kOcRuBqNASLg5rA+I6auWRl	0.032700	8.0	1282.0	599.0000	Globe Postpaid	outlier_205.12.2	0.000579	14.135512	106.050813	0.002885	70.450035	528.547080
1670987	J41EATby/kOcD+htMAT8gJ2Z7JLQj2Rl	56957.557020	31.0	31.0	1499.0000	Globe Postpaid	outlier_205.7.0	1243.856496	23.431362	7.091680	1463.097007	27.561344	8.341650
1670988	J41EATby/kOcRuBtMkr8ppqI3pbRj2Rl	43716.364295	892.0	143.0	3799.0000	Globe Postpaid	outlier_205.18.1	1623.541121	3605.512498	1.009232	1179.303747	2618.963169	0.733084
1670989	J41EATby/kOcRuBqMAKTppq13rzRj2Rl	1957.039154	779.0	1777.0	799.0000	Globe Postpaid	outlier_205.17	11.530992	638.952231	6.467238	14.024288	777.110091	7.865621
1670990	J41EATby/kOcAM5sNASLhpq3+I7QqWRl	3549.967787	563.0	152.0	5398.0000	Globe Postpaid	outlier_205.1	268.270520	2062.668464	9.937130	618.624906	4756.460330	22.914765
1670991	J41EATby/kOcD+htMAehhJ2Z7LLQj2Rl	154740.937429	0.0	0.0	999.0000	Globe Postpaid	outlier_205.5.0	270.401325	0.000000	0.000000	999.000000	0.000000	0.000000
1670992	J41EATby/kOcAN5sPkr8gJqJ7LzAuWRl	3423.890440	1650.0	1020.0	1499.0000	Globe Postpaid	outlier_205.8	45.761895	1211.403834	55.505339	52.257632	1383.358247	63.384122
1670993	J41EATby/kOcRuBqMASLhpqI3pqauWRl	20790.104865	6.0	1.0	4917.3842	Globe Postpaid	outlier_205.1	1571.105026	21.982257	0.065376	4849.332541	67.849872	0.201787
1670994	J41EATby/kOcD5NqMDuPppqL3rLRj2Rl	1872.329191	1441.0	108.0	599.0000	Globe Postpaid	outlier_205.15	23.897468	519.817750	0.837042	26.286886	571.792379	0.920735

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Decimal Number characters

Most frequent Lowercase Letter characters

Most frequent Other Punctuation characters

Most frequent Math Symbol characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Lowercase Letter characters

Most frequent Uppercase Letter characters

Most frequent Connector Punctuation characters

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows